Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
Skip to content

A lightweight and multiscale network for biomedical image segmentation

Notifications You must be signed in to change notification settings

StevenAZy/PyConvU-Net

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

5 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

PyConvU-Net

A lightweight and multiscale network for biomedical image segmentation

Introduction

dataset.py is used to load dataset and preprocess the data

flops_counter.py is to calculate the number of parameters and computational complexity

metrics.py is to calculate the metrics: MIoU and Dice

plot.py is to plot the loss, MIoU and Dice curve

Environment

Pytorch

Run

python main.py --arch xxx --dataset xxx --epoch xxx --batch_size xxx

Reference

https://github.com/Andy-zhujunwen/UNET-ZOO

https://github.com/iduta/pyconv

Citations

@article{li2021pyconvu,
  title={PyConvU-Net: a lightweight and multiscale network for biomedical image segmentation},
  author={Li, Changyong and Fan, Yongxian and Cai, Xiaodong},
  journal={BMC bioinformatics},
  volume={22},
  number={1},
  pages={1--11},
  year={2021},
  publisher={Springer}
}

About

A lightweight and multiscale network for biomedical image segmentation

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages